The research paper is titled bert: pre-training of deep bidirectional transformers brazil phone number list for language understanding (devlin et al, 2018).Following the publication of an article, the google ai research team announced bert as an open source contribution.A year later, google announced the rollout of an algorithmic update to google bert in production search. Google linked the bert algorithmic brazil phone number list update to the bert research paper, highlighting the importance of bert for understanding contextual language in content and queries, and therefore intent. Especially for conversational search. So what is Bert really? Bert is described as brazil phone number list a pre-trained natural language deep learning framework that has shown state-of-the-art results on a wide variety of natural language processing tasks. During the research stages, and before being added to production research systems, bert achieved industry-leading results on 11 different natural language processing tasks. These natural brazil phone number list language processing tasks include, but are not limited to, sentiment analysis, named entity determination. Text entailment (or next sentence prediction), semantic role tagging, text brazil phone number list classification, and the coreference resolution. Bert also helps disambiguate words with multiple meanings called polysemous words, in context. Bert is considered a model in many articles, however, it is more of a framework, as it provides the foundation for machine learning practitioners to create their brazil phone number list own Bert-like versions fine-tuned to meet a multitude of different tasks, and that's probably how google implements it too.